{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 字段说明\n",
    "  Instant记录号\n",
    "  Dteday：日期\n",
    "  Season：季节（1=春天、2=夏天、3=秋天、4=冬天）\n",
    "  yr：年份，(0: 2011, 1:2012)\n",
    "  mnth：月份( 1 to 12)\n",
    "  hr：小时 (0 to 23)  （只在hour.csv有，作业忽略此字段）\n",
    "  holiday：是否是节假日\n",
    "  weekday：星期中的哪天，取值为0～6\n",
    "  workingday：是否工作日\n",
    "  1=工作日 （是否为工作日，1为工作日，0为非周末或节假日\n",
    "  weathersit：天气（1：晴天，多云 ",
    "2：雾天，阴天 ",
    "3：小雪，小雨 ",
    "4：大雨，大雪，大雾）\n",
    "  temp：气温摄氏度\n",
    "  atemp：体感温度\n",
    "  hum：湿度\n",
    "  windspeed：风速\n",
    " \n",
    " \n",
    "  casual：非注册用户个数\n",
    "  registered：注册用户个数\n",
    "  cnt：给定日期（天）时间（每小时）总租车人数，响应变量y （cnt = casual + registered）\n",
    "  casual、registered和cnt三个特征均为要预测的y，作业里只需对cnt进行预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "data = pd.read_csv(\"day.csv\")\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(731, 16)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "instant       0\n",
       "dteday        0\n",
       "season        0\n",
       "yr            0\n",
       "mnth          0\n",
       "holiday       0\n",
       "weekday       0\n",
       "workingday    0\n",
       "weathersit    0\n",
       "temp          0\n",
       "atemp         0\n",
       "hum           0\n",
       "windspeed     0\n",
       "casual        0\n",
       "registered    0\n",
       "cnt           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      "instant       731 non-null int64\n",
      "dteday        731 non-null object\n",
      "season        731 non-null int64\n",
      "yr            731 non-null int64\n",
      "mnth          731 non-null int64\n",
      "holiday       731 non-null int64\n",
      "weekday       731 non-null int64\n",
      "workingday    731 non-null int64\n",
      "weathersit    731 non-null int64\n",
      "temp          731 non-null float64\n",
      "atemp         731 non-null float64\n",
      "hum           731 non-null float64\n",
      "windspeed     731 non-null float64\n",
      "casual        731 non-null int64\n",
      "registered    731 non-null int64\n",
      "cnt           731 non-null int64\n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "%matplotlib inline\n",
    " \n",
    "warnings.filterwarnings(\"ignore\")\n",
    "plt.figure()\n",
    "sns.distplot(data.cnt.values, bins=30, kde=True)\n",
    "plt.xlabel('Median value of dteday', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "sns.distplot(data.weathersit.values, bins=10, kde=True)\n",
    "plt.xlabel('Median value of dteday', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 单个特征散点图\n",
    "plt.scatter(range(data.shape[0]), data.cnt.values,color='purple')\n",
    "plt.title(\"Distribution of Price\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data.weathersit);\n",
    "plt.xlabel('Charles River');\n",
    "plt.ylabel('Number of occurrences');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_corr = data.corr().abs()\n",
    " \n",
    "plt.subplots(figsize=(13, 9))\n",
    "sns.heatmap(data_corr,annot=True)\n",
    " \n",
    "# Mask unimportant features\n",
    "sns.heatmap(data_corr, mask=data_corr < 1, cbar=False)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "weathersit and temp = 0.99\n",
      "casual and registered = 0.95\n",
      "instant and season = 0.87\n",
      "dteday and yr = 0.83\n",
      "windspeed and registered = 0.67\n",
      "instant and casual = 0.66\n",
      "temp and registered = 0.63\n",
      "instant and registered = 0.63\n",
      "weathersit and registered = 0.63\n",
      "season and casual = 0.59\n",
      "workingday and atemp = 0.59\n",
      "season and registered = 0.57\n",
      "temp and casual = 0.54\n",
      "temp and windspeed = 0.54\n",
      "weathersit and windspeed = 0.54\n",
      "weathersit and casual = 0.54\n",
      "weekday and windspeed = 0.52\n"
     ]
    }
   ],
   "source": [
    "#get the names of all the columns\n",
    "cols=data.columns \n",
    "#Set the threshold to select only highly correlated attributes\n",
    "threshold = 0.5\n",
    "# List of pairs along with correlation above threshold\n",
    "corr_list = []\n",
    "#size = data.shape[1]\n",
    "size = data_corr.shape[0]\n",
    " \n",
    "#Search for the highly correlated pairs\n",
    "for i in range(0, size): #for 'size' features\n",
    "    for j in range(i+1,size): #avoid repetition\n",
    "        if (data_corr.iloc[i,j] >= threshold and data_corr.iloc[i,j] < 1) or (data_corr.iloc[i,j] < 0 and data_corr.iloc[i,j] <= -threshold):\n",
    "            corr_list.append([data_corr.iloc[i,j],i,j]) #store correlation and columns index\n",
    " \n",
    "#Sort to show higher ones first            \n",
    "s_corr_list = sorted(corr_list,key=lambda x: -abs(x[0]))\n",
    " \n",
    "#Print correlations and column names\n",
    "for v,i,j in s_corr_list:\n",
    "    print (\"%s and %s = %.2f\" % (cols[i],cols[j],v))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#打印变量相关性的散点图\n",
    "for v,i,j in s_corr_list:\n",
    "    sns.pairplot(data, size=6, x_vars=cols[i],y_vars=cols[j] )\n",
    "    plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
